Mission227Solutions.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Introducing Wikipedia Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['%C3%81lvaro_Sierra.html',\n",
       " '%C3%89cole_des_Mines_de_Douai.html',\n",
       " '%C3%89taule.html',\n",
       " '%C3%96lm%C3%BCs_bir_kadinin_evraki_metrukesi.html',\n",
       " '%C5%81osie-Do%C5%82%C4%99gi.html',\n",
       " '%C5%8Cnog%C5%8D_Station.html',\n",
       " '%C5%9Eah%C3%AEn%C3%AA_Bekir%C3%AA_Sorekl%C3%AE.html',\n",
       " '(1-4)-a-D-glucan_1-a-D-glucosylmutase.html',\n",
       " '1._FC_Eschborn.html',\n",
       " '100%25_Banco.html',\n",
       " '100_Greatest_Romanians.html',\n",
       " '100_mm_field_gun_M1944_(BS-3).html',\n",
       " '104th_Logistic_Support_Brigade_(United_Kingdom).html',\n",
       " '1208_(band).html',\n",
       " '125th_(Lancashire_Fusiliers)_Brigade.html',\n",
       " '16th_Virginia_Infantry.html',\n",
       " '1860_in_science.html',\n",
       " '1866_in_birding_and_ornithology.html',\n",
       " '1879_FA_Cup_Final.html',\n",
       " '1896_Indiana_Hoosiers_football_team.html',\n",
       " '1898_Colgate_football_team.html',\n",
       " '1904_Case_football_team.html',\n",
       " '1905%E2%80%9306_FC_Barcelona_season.html',\n",
       " '1910_in_literature.html',\n",
       " '1915_Montana_football_team.html',\n",
       " '1937_Social_Credit_backbenchers%27_revolt.html',\n",
       " '1947_Notre_Dame_Fighting_Irish_football_team.html',\n",
       " '1951_National_League_tie-breaker_series.html',\n",
       " '1953%E2%80%9354_FA_Cup_qualifying_rounds.html',\n",
       " '1958_Wightman_Cup.html',\n",
       " '1963_Pittsburgh_Panthers_football_team.html',\n",
       " '1968_Duke_Blue_Devils_football_team.html',\n",
       " '1970_African_Cup_of_Nations.html',\n",
       " '1975%E2%80%9376_FIBA_Kora%C4%87_Cup.html',\n",
       " '1976_Kansas_State_Wildcats_football_team.html',\n",
       " '1978_College_Football_All-America_Team.html',\n",
       " '1982_Kentucky_Derby.html',\n",
       " '1982_World_Series.html',\n",
       " '1984%E2%80%9385_Southern_Football_League.html',\n",
       " '1984_WAC_Men%27s_Basketball_Tournament.html',\n",
       " '1987_Football_League_Trophy_Final.html',\n",
       " '1988_Chatham_Cup.html',\n",
       " '1988_State_of_Origin_series.html',\n",
       " '1989_Preakness_Stakes.html',\n",
       " '1990%E2%80%9391_Southern_Football_League.html',\n",
       " '1991%E2%80%9392_BHL_season.html',\n",
       " '1991_RTHK_Top_10_Gold_Songs_Awards.html',\n",
       " '1991_uprising_in_Basra.html',\n",
       " '1991_US_Open_%E2%80%93_Women%27s_Doubles.html',\n",
       " '1992_European_Athletics_Indoor_Championships.html',\n",
       " '1994_French_Open_%E2%80%93_Men%27s_Doubles.html',\n",
       " '1994_Scotland_rugby_union_tour_of_Argentina.html',\n",
       " '1995_FINA_Men%27s_Water_Polo_World_Cup.html',\n",
       " '1996_UEFA_Futsal_Championship.html',\n",
       " '1997_Edmonton_Eskimos_season.html',\n",
       " '1999%E2%80%932000_UEFA_Champions_League_second_group_stage.html',\n",
       " '1999_Caribbean_Cup.html',\n",
       " '1999_MTV_Video_Music_Awards.html',\n",
       " '1st_Strategic_Aerospace_Division.html',\n",
       " '2000_Pepsi_Southern_500.html',\n",
       " '2001%E2%80%9302_NBA_season.html',\n",
       " '2001_Australian_Individual_Speedway_Championship.html',\n",
       " '2001_Copa_del_Rey_Final.html',\n",
       " '2001_NCAA_Division_I_Field_Hockey_Championship.html',\n",
       " '2002%E2%80%9303_Scottish_Second_Division.html',\n",
       " '2003_World_Championships_in_Athletics_%E2%80%93_Women%27s_hammer_throw.html',\n",
       " '2004_Tuvalu_A-Division.html',\n",
       " '2005%E2%80%9306_in_Welsh_football.html',\n",
       " '2005_Asian_Women%27s_Club_Volleyball_Championship.html',\n",
       " '2005_in_radio.html',\n",
       " '2005_NCAA_Division_I_Men%27s_Basketball_Tournament.html',\n",
       " '2006_European_Athletics_Championships_%E2%80%93_Women%27s_triple_jump.html',\n",
       " '2007%E2%80%9308_Huddersfield_Town_A.F.C._season.html',\n",
       " '2007%E2%80%9308_Women%27s_EHF_Cup.html',\n",
       " '2007_in_Belgian_television.html',\n",
       " '2007_Kilkenny_Senior_Hurling_Championship.html',\n",
       " '2008_2._deild_karla.html',\n",
       " '2008_Fed_Cup_World_Group_II.html',\n",
       " '2008_Swedish_Open.html',\n",
       " '2009_English_cricket_season.html',\n",
       " '2009_European_Junior_Swimming_Championships.html',\n",
       " '2009_Giro_di_Lombardia.html',\n",
       " '2009_Open_Costa_Adeje_%E2%80%93_Isla_de_Tenerife_%E2%80%93_Singles.html',\n",
       " '2009_World_Junior_Ice_Hockey_Championships_rosters.html',\n",
       " '2010_Karshi_Challenger_%E2%80%93_Singles.html',\n",
       " '2010_New_Year%27s_Eve_tornado_outbreak.html',\n",
       " '2011%E2%80%9312_Western_Collegiate_Hockey_Association_women%27s_ice_hockey_season.html',\n",
       " '2011_Dutch_National_Track_Championships_%E2%80%93_Men%27s_1_km_time_trial.html',\n",
       " '2011_ITU_Duathlon_World_Championships.html',\n",
       " '2011_Mosconi_Cup.html',\n",
       " '2011_UK_Open_Qualifier_4.html',\n",
       " '2011_Wainwright_Roaming_Buffalo_Classic.html',\n",
       " '2012%E2%80%9313_Liga_Na%C8%9Bional%C4%83_(women%27s_handball).html',\n",
       " '2012%E2%80%9313_SVB_Hoofdklasse.html',\n",
       " '2013%E2%80%9314_Stirling_%26_District_Amateur_Football_Association.html',\n",
       " '2013_Curlers_Corner_Autumn_Gold_Curling_Classic.html',\n",
       " '2013_FIA_WTCC_Race_of_Russia.html',\n",
       " '2013_Mississippi_State_Bulldogs_baseball_team.html',\n",
       " '2013_San_Luis_Open_Challenger_%E2%80%93_Doubles.html',\n",
       " '2013_World_Grand_Prix_(darts).html',\n",
       " '2014%E2%80%9315_Albanian_Third_Division.html',\n",
       " '2014%E2%80%9315_Kansas_State_Wildcats_men%27s_basketball_team.html',\n",
       " '2014%E2%80%9316_European_Nations_Cup_Second_Division.html',\n",
       " '2014_Kano_bombing.html',\n",
       " '2014_Special_Honours.html',\n",
       " '2014_World_RX_of_Turkey.html',\n",
       " '2015%E2%80%9316_PLK_season.html',\n",
       " '2015%E2%80%9316_Washington_Huskies_men%27s_basketball_team.html',\n",
       " '2015_NWSL_College_Draft.html',\n",
       " '2015_Thai_League_Cup.html',\n",
       " '2016%E2%80%9317_Little_Rock_Trojans_women%27s_basketball_team.html',\n",
       " '2016%E2%80%9317_New_Zealand_Football_Championship.html',\n",
       " '2016_Danmark_Rundt.html',\n",
       " '2016_FK_Haugesund_season.html',\n",
       " '2016_Minnesota_Vikings_season.html',\n",
       " '2017_Orange_County_Breakers_season.html',\n",
       " '23rd_Reserve_Battalion,_CEF.html',\n",
       " '24th_Genie_Awards.html',\n",
       " '25B-NBOMe.html',\n",
       " '26th_Illinois_Volunteer_Infantry_Regiment.html',\n",
       " '3-(Trifluoromethyl)aniline.html',\n",
       " '33rd_New_Jersey_Volunteer_Infantry.html',\n",
       " '427.html',\n",
       " '4_Way_Street.html',\n",
       " '50_caliber_Mark_7_gun.html',\n",
       " '55th_parallel_south.html',\n",
       " '59th_Oza.html',\n",
       " '83_(number).html',\n",
       " '877_Naval_Air_Squadron.html',\n",
       " '985_Innovative_Platforms_for_Key_Disciplines_Project.html',\n",
       " 'A%C3%A9ro_Services_Gu%C3%A9pard_Gu%C3%A9pard_912.html',\n",
       " 'A._P._Komala.html',\n",
       " 'A_Beautiful_Valley.html',\n",
       " 'A_Month_of_Sundays_(miniseries).html',\n",
       " 'A_Slow_Messe.html',\n",
       " 'A_Sport_and_a_Pastime.html',\n",
       " 'Aaron_Paul.html',\n",
       " 'Aaron_Williams_and_the_Hoodoo.html',\n",
       " 'Aaronsburg_Historic_District.html',\n",
       " 'Aattanayagann.html',\n",
       " 'AAU_Junior_Olympic_Games.html',\n",
       " 'AB_v_CD.html',\n",
       " 'Abanycha_bicolor.html',\n",
       " 'Abbas_Jadidi.html',\n",
       " 'Abbeville_Sluggers.html',\n",
       " 'Abdelwahid_Aboud_Mackaye.html',\n",
       " 'Abdulla_Majid_Al_Naimi.html',\n",
       " 'Abdulrahman_al-Awlaki.html',\n",
       " 'Abortion_in_Italy.html',\n",
       " 'Abortion_in_Oklahoma.html',\n",
       " 'Abou_Redis.html',\n",
       " 'Abraham_Booth.html',\n",
       " 'Abraham_Stanyan.html',\n",
       " 'Absolutely_Zippo.html',\n",
       " 'Abu_Oleymeh,_Ramshir.html',\n",
       " 'Abyssobela_atoxica.html',\n",
       " 'Acacia_dermatophylla.html',\n",
       " 'Academic_grading_in_Bosnia_and_Herzegovina.html',\n",
       " 'Acceptance_(Heroes).html',\n",
       " 'Acceptilation.html',\n",
       " 'Accommodation_bridge.html',\n",
       " 'Achaea_faber.html',\n",
       " 'Acharapakkam_(State_Assembly_Constituency).html',\n",
       " 'Achim_Schwarze.html',\n",
       " 'ACM_Transactions_on_Computational_Biology_and_Bioinformatics.html',\n",
       " 'Acrocercops_calycophthalma.html',\n",
       " 'Acrolophus_simulatus.html',\n",
       " 'Adelaide%E2%80%93Darwin_railway.html',\n",
       " 'Adios_(B%C3%B6hse_Onkelz_album).html',\n",
       " 'Adish_Aggarwala.html',\n",
       " 'ADNI.html',\n",
       " 'Adolf%C3%B3w,_%C5%81%C3%B3d%C5%BA_Voivodeship.html',\n",
       " 'Adolf_Schulte.html',\n",
       " 'Adoration_of_the_Magi_(Filippino_Lippi).html',\n",
       " 'Adrian_Bawtree.html',\n",
       " 'Adrian_Clarke_(footballer).html',\n",
       " 'Aechmea_%27Pica%27.html',\n",
       " 'Agaritine_gamma-glutamyltransferase.html',\n",
       " 'Agesarchus_of_Tritaea.html',\n",
       " 'Agnes_Tait.html',\n",
       " 'Agnolin.html',\n",
       " 'Agostino_Gemelli.html',\n",
       " 'Agripina_Samper_Agudelo.html',\n",
       " 'Agullent.html',\n",
       " 'Agyneta_allosubtilis.html',\n",
       " 'Ahanta_West_District.html',\n",
       " 'Ahmad_Khatami_(professor).html',\n",
       " 'AIM_Phoneline.html',\n",
       " 'Air_Barons.html',\n",
       " 'Aiva.html',\n",
       " 'Ajminal.html',\n",
       " 'Aku_Partanen.html',\n",
       " 'Al-Midan.html',\n",
       " 'Al-Nurayn_Mosque.html',\n",
       " 'Al_Azim_Mosque.html',\n",
       " 'Al_Mahon.html',\n",
       " 'Al_Sherman.html',\n",
       " 'Alan_Oakley.html',\n",
       " 'Alan_Orr.html',\n",
       " 'Alan_Sheehan.html',\n",
       " 'Albanians_in_Egypt.html',\n",
       " 'Albert_French.html',\n",
       " 'Album-equivalent_unit.html',\n",
       " 'Aldona_Orman.html',\n",
       " 'Aleksandra_Jagie%C5%82o.html',\n",
       " 'Aleksei_Lazarev.html',\n",
       " 'Alex_Karalexis.html',\n",
       " 'Alex_Kurtzman.html',\n",
       " 'Alex_McEachern.html',\n",
       " 'Alexander_Armstrong_(explorer).html',\n",
       " 'Alexander_King_(author).html',\n",
       " 'Alexander_McCue.html',\n",
       " 'Alexander_Rizzoni.html',\n",
       " 'Alexandru_Greab.html',\n",
       " 'Alexei_Vinogradov.html',\n",
       " 'Alexios_Aspietes.html',\n",
       " 'Alexis_Lloyd.html',\n",
       " 'Ali_Al_Bulaihi.html',\n",
       " 'Aliabad-e_Robat.html',\n",
       " 'Alireza_JJ.html',\n",
       " 'Alisa_(soap_opera).html',\n",
       " 'All-Polish_Youth.html',\n",
       " 'All_Ceylon_Tamil_Congress.html',\n",
       " 'All_Lights_Fucked_on_the_Hairy_Amp_Drooling.html',\n",
       " 'All_Tangled_Up_in_Love.html',\n",
       " 'All_the_Fun.html',\n",
       " 'All_You_Get_from_Love_Is_a_Love_Song.html',\n",
       " 'Allama_Iqbal_Medical_College.html',\n",
       " 'Allan_Egolf.html',\n",
       " 'Allan_Lister_Samuel_Brown.html',\n",
       " 'Allen_Snyder_(lawyer).html',\n",
       " 'Alnwick_District_Council_election,_2007.html',\n",
       " 'Alojz_Knafelc.html',\n",
       " 'Alpine_skiing_at_the_1994_Winter_Olympics_%E2%80%93_Men%27s_combined.html',\n",
       " 'Amanda_Peet.html',\n",
       " 'Amano_Artisan_Chocolate.html',\n",
       " 'Amber_Butchart.html',\n",
       " 'Amborella.html',\n",
       " 'AMD_XGP.html',\n",
       " 'Ameenapuram.html',\n",
       " 'American_Federation_of_Labor_Building.html',\n",
       " 'American_Journal_of_Kidney_Diseases.html',\n",
       " 'Aminonaphthalenesulfonic_acids.html',\n",
       " 'Amorphogynia.html',\n",
       " 'Ampelasia.html',\n",
       " 'Amphidromia.html',\n",
       " 'Amy_Watkins.html',\n",
       " 'Ana_Beatriz.html',\n",
       " 'Anatolii_Sloiko.html',\n",
       " 'Ancita_antennata.html',\n",
       " 'Ancylostoma_duodenale.html',\n",
       " 'Anders_Ahlgren.html',\n",
       " 'Andrei_Gamalyan.html',\n",
       " 'Andrew_McNally.html',\n",
       " 'Andrew_S._Tanenbaum.html',\n",
       " 'Andrew_Wilson_(classical_archaeologist).html',\n",
       " 'Angelic_non-determinism.html',\n",
       " 'Angolan_Union_for_Peace,_Democracy_and_Development.html',\n",
       " 'Aniavan.html',\n",
       " 'Anish_Giri.html',\n",
       " 'Anjada_Gandu.html',\n",
       " 'Anne_Whateley.html',\n",
       " 'Annopole_Stare.html',\n",
       " 'Annunciation_Church,_Walsall.html',\n",
       " 'Ant%C3%B3nio_Maria_Baptista.html',\n",
       " 'Ant%C3%B3nio_Marinho_e_Pinto.html',\n",
       " 'Antae_temple.html',\n",
       " 'Anthony_Cesario.html',\n",
       " 'Anthony_Marten.html',\n",
       " 'Antibiotic_use_in_livestock.html',\n",
       " 'Antigonadotropin.html',\n",
       " 'Antipater_of_Thessalonica.html',\n",
       " 'Antoine_Gakeme.html',\n",
       " 'Anton_von_Troeltsch.html',\n",
       " 'Antonio_Ciano.html',\n",
       " 'Antonio_de_Zayas_(bishop).html',\n",
       " 'Anuradhapura_West_Electoral_District.html',\n",
       " 'Apache_Bloodhound.html',\n",
       " 'Aphonopelma_chiricahua.html',\n",
       " 'Apocephalus_borealis.html',\n",
       " 'Appa_(film).html',\n",
       " 'Aq_Dash,_East_Azerbaijan.html',\n",
       " 'Aquaphobia.html',\n",
       " 'ARA_Garibaldi.html',\n",
       " 'Arabic_Toilers%27_Movement.html',\n",
       " 'Arcadio_Gonz%C3%A1lez.html',\n",
       " 'Archibald_Gordon_(British_Army_officer).html',\n",
       " 'Archiepiscopal_Palace,_Rouen.html',\n",
       " 'Area_code_218.html',\n",
       " 'Area_of_refuge.html',\n",
       " 'Argentina_at_the_2015_World_Championships_in_Athletics.html',\n",
       " 'Arkansas_gubernatorial_election,_1968.html',\n",
       " 'Arkansas_Highway_178.html',\n",
       " 'Arnold_Freiherr_von_Biegeleben.html',\n",
       " 'Arrest_warrant.html',\n",
       " 'Arrondissements_of_the_Yvelines_department.html',\n",
       " 'Art_collection_of_Fondazione_Cassa_di_Risparmio_di_Perugia.html',\n",
       " 'Arthur_Baldwinson.html',\n",
       " 'Arthur_L._Aidala.html',\n",
       " 'Arthur_Lelyveld.html',\n",
       " 'Arthur_Mendes.html',\n",
       " 'Arthur_Norman.html',\n",
       " 'Arturo_Liebstein.html',\n",
       " 'Arun_K._Pati.html',\n",
       " 'Arvind_Gokhale.html',\n",
       " 'Ash_Rees.html',\n",
       " 'Asheqlu.html',\n",
       " 'Ashley,_Wisconsin.html',\n",
       " 'Ashu_Dani.html',\n",
       " 'Asparuh_Peak.html',\n",
       " 'Assegaaibosch_Nature_Reserve.html',\n",
       " 'Asun_Balzola.html',\n",
       " 'Athletics_at_the_1994_Commonwealth_Games_%E2%80%93_Men%27s_pole_vault.html',\n",
       " 'Athletics_at_the_2007_Games_of_the_Small_States_of_Europe.html',\n",
       " 'Athletics_at_the_2012_Summer_Paralympics_%E2%80%93_Women%27s_200_metres_T36.html',\n",
       " 'Atlanta_Area_School_for_the_Deaf.html',\n",
       " 'Atlantic_Studios.html',\n",
       " 'Atractaspis_duerdeni.html',\n",
       " 'Atrypanius_scitulus.html',\n",
       " 'Attila,_Illinois.html',\n",
       " 'Aubrey_Fair.html',\n",
       " 'Audefroi_le_Bastart.html',\n",
       " 'August_Duranowski.html',\n",
       " 'Augustine_Chacon.html',\n",
       " 'Austral_Alien.html',\n",
       " 'Australian_federal_election,_1954.html',\n",
       " 'Australian_hardcore.html',\n",
       " 'Australian_Musician_(magazine).html',\n",
       " 'Australiteuthis_aldrichi.html',\n",
       " 'Avalara.html',\n",
       " 'Avengers_Academy.html',\n",
       " 'Avenira.html',\n",
       " 'AVM_GmbH.html',\n",
       " 'Avyarud.html',\n",
       " 'Awali.html',\n",
       " 'Axel_Revold.html',\n",
       " 'Ayish_Bayou.html',\n",
       " 'Aylon_Darwin_Tavella.html',\n",
       " 'Ayodhya_Mandapam.html',\n",
       " 'Baadj.html',\n",
       " 'Baadshah_(1999_film).html',\n",
       " 'Bad_Axe_River.html',\n",
       " 'Bad_Luck_(Social_Distortion_song).html',\n",
       " 'Baddiewinkle.html',\n",
       " 'Bagrat_VI_of_Georgia.html',\n",
       " 'Bahia_bigelovii.html',\n",
       " 'Bahmanabad-e_Olya.html',\n",
       " 'Baigts-de-B%C3%A9arn.html',\n",
       " 'Baithakata_College.html',\n",
       " 'Bal%C3%A1zs_Vill%C3%A1m.html',\n",
       " 'Ballard_Memorial_High_School.html',\n",
       " 'Ballonet.html',\n",
       " 'Balloon_light.html',\n",
       " 'Baltic_Peak.html',\n",
       " 'Ban_On.html',\n",
       " 'Bandar_Botanik_LRT_Station.html',\n",
       " 'Banovina_of_Croatia.html',\n",
       " 'Bar_One_Racing_Juvenile_Hurdle.html',\n",
       " 'Baraf.html',\n",
       " 'Barbara_McKinzie.html',\n",
       " 'Barbus_caudosignatus.html',\n",
       " 'Baritius_cyclozonata.html',\n",
       " 'Barn.html',\n",
       " 'Barnsdall_Art_Park.html',\n",
       " 'Barra_do_Rocha.html',\n",
       " 'Barren_vegetation.html',\n",
       " 'Bart_van_Leeuwen.html',\n",
       " 'Bartrum_Glacier.html',\n",
       " 'Batfink.html',\n",
       " 'Battle_of_Abydos.html',\n",
       " 'Battle_of_Finta.html',\n",
       " 'Battle_of_Isonzo_(489).html',\n",
       " 'Battle_of_Sulukh.html',\n",
       " 'Battle_of_Wattignies.html',\n",
       " 'Battleford-Cut_Knife.html',\n",
       " 'Bawdrip_Halt_railway_station.html',\n",
       " 'Bay_of_Concepci%C3%B3n.html',\n",
       " 'Bayandalai,_%C3%96mn%C3%B6govi.html',\n",
       " 'Bazemore,_Alabama.html',\n",
       " 'BBCH-scale_(rice).html',\n",
       " 'BBG_Academy.html',\n",
       " 'Be%C5%82chat%C3%B3w_Power_Station.html',\n",
       " 'Beaubassin_East,_New_Brunswick.html',\n",
       " 'Beaune_Altarpiece.html',\n",
       " 'Beaupr%C3%A9,_Quebec.html',\n",
       " 'Bebearia_romboutsi.html',\n",
       " 'Bechdel_test.html',\n",
       " 'Bed_and_Breakfast_(album).html',\n",
       " 'Begin_(Riyu_Kosaka_album).html',\n",
       " 'Beijing_Dongyue_Temple.html',\n",
       " 'Belgium_women%27s_national_field_hockey_team.html',\n",
       " 'Beli_language_(South_Sudan).html',\n",
       " 'Bellanca_28-92.html',\n",
       " 'Belmont_Estate.html',\n",
       " 'Belosavci.html',\n",
       " 'Belvedere,_London.html',\n",
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      "\t\t\t<h1 id=\"firstHeading\" class=\"firstHeading\" lang=\"en\">Cecil Peak</h1>\n",
      "\t\t\t\t\t\t\t\t\t<div id=\"bodyContent\" class=\"mw-body-content\">\n",
      "\t\t\t\t\t\t\t\t\t<div id=\"siteSub\">From Wikipedia, the free encyclopedia</div>\n",
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      "\t\t\t\t</div>\n",
      "\t\t\t\t<div id=\"mw-content-text\" lang=\"en\" dir=\"ltr\" class=\"mw-content-ltr\"><p><b>Cecil Peak</b> is a mountain in the <a href=\"/wiki/Wakatipu_Basin\" title=\"Wakatipu Basin\">Wakatipu Basin</a>, <a href=\"/wiki/New_Zealand\" title=\"New Zealand\">New Zealand</a> and reaches a height of 1,978 metres.<sup id=\"cite_ref-1\" class=\"reference\"><a href=\"#cite_note-1\">[1]</a></sup> It is on the south side of <a href=\"/wiki/Lake_Wakatipu\" title=\"Lake Wakatipu\">Lake Wakatipu</a>, south south-west of <a href=\"/wiki/Queenstown,_New_Zealand\" title=\"Queenstown, New Zealand\">Queenstown</a> and is highly prominent from around this area. <sup id=\"cite_ref-2\" class=\"reference\"><a href=\"#cite_note-2\">[2]</a></sup></p>\n",
      "<div class=\"thumb tright\">\n",
      "<div class=\"thumbinner\" style=\"width:502px;\"><a href=\"/wiki/File:Cecil-Peak-and-Walter-Peak-with-snow.jpg\" class=\"image\"><img alt=\"\" src=\"//upload.wikimedia.org/wikipedia/commons/thumb/9/97/Cecil-Peak-and-Walter-Peak-with-snow.jpg/500px-Cecil-Peak-and-Walter-Peak-with-snow.jpg\" width=\"500\" height=\"158\" class=\"thumbimage\" srcset=\"//upload.wikimedia.org/wikipedia/commons/thumb/9/97/Cecil-Peak-and-Walter-Peak-with-snow.jpg/750px-Cecil-Peak-and-Walter-Peak-with-snow.jpg 1.5x, //upload.wikimedia.org/wikipedia/commons/thumb/9/97/Cecil-Peak-and-Walter-Peak-with-snow.jpg/1000px-Cecil-Peak-and-Walter-Peak-with-snow.jpg 2x\" data-file-width=\"3608\" data-file-height=\"1143\" /></a>\n",
      "<div class=\"thumbcaption\">\n",
      "<div class=\"magnify\"><a href=\"/wiki/File:Cecil-Peak-and-Walter-Peak-with-snow.jpg\" class=\"internal\" title=\"Enlarge\"></a></div>\n",
      "View from Fernhill of Cecil Peak (<a href=\"/wiki/Walter_Peak,_New_Zealand\" class=\"mw-redirect\" title=\"Walter Peak, New Zealand\">Walter Peak</a> on right). Kā Kamu-a-Hakitekura is the <a href=\"/wiki/M%C4%81ori_language\" title=\"Māori language\">Māori</a> name for both mountains.</div>\n",
      "</div>\n",
      "</div>\n",
      "<p>Vegetation is mainly grass and tussock (as it is under a pastoral lease<sup id=\"cite_ref-3\" class=\"reference\"><a href=\"#cite_note-3\">[3]</a></sup>) with trees near the waterline. <a href=\"/wiki/Hidden_Island,_New_Zealand\" class=\"mw-redirect\" title=\"Hidden Island, New Zealand\">Hidden Island</a> is one of four islands in Lake Wakatipu and sits very close to the shoreline of Cecil Peak. On 27 March 2010 a local band performed an outdoor concert in a natural amphitheatre on the peak playing songs from the band <a href=\"/wiki/Pink_Floyd\" title=\"Pink Floyd\">Pink Floyd</a>.<sup id=\"cite_ref-4\" class=\"reference\"><a href=\"#cite_note-4\">[4]</a></sup></p>\n",
      "<h2><span class=\"mw-headline\" id=\"Name\">Name</span><span class=\"mw-editsection\"><span class=\"mw-editsection-bracket\">[</span><a href=\"/w/index.php?title=Cecil_Peak&amp;action=edit&amp;section=1\" title=\"Edit section: Name\">edit</a><span class=\"mw-editsection-bracket\">]</span></span></h2>\n",
      "<p>Both Cecil Peak and the nearby mountain of Walter Peak were named after <a href=\"/wiki/William_Gilbert_Rees\" title=\"William Gilbert Rees\">William Rees'</a> eldest sons' first given names by the surveyor <a href=\"/wiki/James_McKerrow\" title=\"James McKerrow\">James McKerrow</a> in 1862.<sup id=\"cite_ref-5\" class=\"reference\"><a href=\"#cite_note-5\">[5]</a></sup></p>\n",
      "<h2><span class=\"mw-headline\" id=\"See_also\">See also</span><span class=\"mw-editsection\"><span class=\"mw-editsection-bracket\">[</span><a href=\"/w/index.php?title=Cecil_Peak&amp;action=edit&amp;section=2\" title=\"Edit section: See also\">edit</a><span class=\"mw-editsection-bracket\">]</span></span></h2>\n",
      "<ul>\n",
      "<li><a href=\"/wiki/List_of_mountains_of_New_Zealand_by_height\" title=\"List of mountains of New Zealand by height\">List of mountains of New Zealand by height</a></li>\n",
      "<li><a href=\"/wiki/Walter_Peak_(New_Zealand)\" title=\"Walter Peak (New Zealand)\">Walter Peak</a></li>\n",
      "</ul>\n",
      "<h2><span class=\"mw-headline\" id=\"References\">References</span><span class=\"mw-editsection\"><span class=\"mw-editsection-bracket\">[</span><a href=\"/w/index.php?title=Cecil_Peak&amp;action=edit&amp;section=3\" title=\"Edit section: References\">edit</a><span class=\"mw-editsection-bracket\">]</span></span></h2>\n",
      "<div class=\"reflist\" style=\"list-style-type: decimal;\">\n",
      "<ol class=\"references\">\n",
      "<li id=\"cite_note-1\"><span class=\"mw-cite-backlink\"><b><a href=\"#cite_ref-1\">^</a></b></span> <span class=\"reference-text\"><cite class=\"citation web\">Malcolm, McKinnon. <a rel=\"nofollow\" class=\"external text\" href=\"http://www.teara.govt.nz/en/otago-places/17\">\"Otago places - Wakatipu basin\"</a>. Te Ara - the Encyclopedia of New Zealand.</cite><span title=\"ctx_ver=Z39.88-2004&amp;rfr_id=info%3Asid%2Fen.wikipedia.org%3ACecil+Peak&amp;rft.aufirst=McKinnon&amp;rft.aulast=Malcolm&amp;rft.btitle=Otago+places+-+Wakatipu+basin&amp;rft.genre=unknown&amp;rft_id=http%3A%2F%2Fwww.teara.govt.nz%2Fen%2Fotago-places%2F17&amp;rft.pub=Te+Ara+-+the+Encyclopedia+of+New+Zealand&amp;rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Abook\" class=\"Z3988\"><span style=\"display:none;\">&#160;</span></span></span></li>\n",
      "<li id=\"cite_note-2\"><span class=\"mw-cite-backlink\"><b><a href=\"#cite_ref-2\">^</a></b></span> <span class=\"reference-text\"><cite class=\"citation web\"><a rel=\"nofollow\" class=\"external text\" href=\"http://www.tekaraka.co.nz/Issues/TeKaraka44.pdf\">\"Ngai Tahu Names\"</a> <span style=\"font-size:85%;\">(PDF)</span>. <i>Te Karaka Issue 44, pg 13</i>. tekaraka.co.nz<span class=\"reference-accessdate\">. Retrieved <span class=\"nowrap\">18 September</span> 2013</span>.</cite><span title=\"ctx_ver=Z39.88-2004&amp;rfr_id=info%3Asid%2Fen.wikipedia.org%3ACecil+Peak&amp;rft.atitle=Ngai+Tahu+Names&amp;rft.genre=unknown&amp;rft_id=http%3A%2F%2Fwww.tekaraka.co.nz%2FIssues%2FTeKaraka44.pdf&amp;rft.jtitle=Te+Karaka+Issue+44%2C+pg+13&amp;rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal\" class=\"Z3988\"><span style=\"display:none;\">&#160;</span></span></span></li>\n",
      "<li id=\"cite_note-3\"><span class=\"mw-cite-backlink\"><b><a href=\"#cite_ref-3\">^</a></b></span> <span class=\"reference-text\"><cite class=\"citation web\"><a rel=\"nofollow\" class=\"external text\" href=\"http://www.linz.govt.nz/sites/default/files/docs/crownproperty/high-country-leases/leaselist/cecil-peak-ddr-pt1.pdf\">\"Crown Pastoral Land Tenure Review\"</a> <span style=\"font-size:85%;\">(PDF)</span>. Land Information New Zealand.</cite><span title=\"ctx_ver=Z39.88-2004&amp;rfr_id=info%3Asid%2Fen.wikipedia.org%3ACecil+Peak&amp;rft.btitle=Crown+Pastoral+Land+Tenure+Review&amp;rft.genre=unknown&amp;rft_id=http%3A%2F%2Fwww.linz.govt.nz%2Fsites%2Fdefault%2Ffiles%2Fdocs%2Fcrownproperty%2Fhigh-country-leases%2Fleaselist%2Fcecil-peak-ddr-pt1.pdf&amp;rft.pub=Land+Information+New+Zealand&amp;rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Abook\" class=\"Z3988\"><span style=\"display:none;\">&#160;</span></span></span></li>\n",
      "<li id=\"cite_note-4\"><span class=\"mw-cite-backlink\"><b><a href=\"#cite_ref-4\">^</a></b></span> <span class=\"reference-text\"><cite class=\"citation web\"><a rel=\"nofollow\" class=\"external text\" href=\"http://www.scoop.co.nz/stories/CU1003/S00353.htm\">\"Rocking it on Cecil Peak\"</a>. Scoop Media.</cite><span title=\"ctx_ver=Z39.88-2004&amp;rfr_id=info%3Asid%2Fen.wikipedia.org%3ACecil+Peak&amp;rft.btitle=Rocking+it+on+Cecil+Peak&amp;rft.genre=unknown&amp;rft_id=http%3A%2F%2Fwww.scoop.co.nz%2Fstories%2FCU1003%2FS00353.htm&amp;rft.pub=Scoop+Media&amp;rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Abook\" class=\"Z3988\"><span style=\"display:none;\">&#160;</span></span></span></li>\n",
      "<li id=\"cite_note-5\"><span class=\"mw-cite-backlink\"><b><a href=\"#cite_ref-5\">^</a></b></span> <span class=\"reference-text\"><cite class=\"citation book\">Jardine, D.G. (1978). <i>Shadows on the Hill</i>. A.H. &amp; A.W. Reed Ltd. p.&#160;185. <a href=\"/wiki/International_Standard_Book_Number\" title=\"International Standard Book Number\">ISBN</a>&#160;<a href=\"/wiki/Special:BookSources/0589010093\" title=\"Special:BookSources/0589010093\">0589010093</a>.</cite><span title=\"ctx_ver=Z39.88-2004&amp;rfr_id=info%3Asid%2Fen.wikipedia.org%3ACecil+Peak&amp;rft.aufirst=D.G.&amp;rft.aulast=Jardine&amp;rft.btitle=Shadows+on+the+Hill&amp;rft.date=1978&amp;rft.genre=book&amp;rft.isbn=0589010093&amp;rft.pages=185&amp;rft.pub=A.H.+%26+A.W.+Reed+Ltd&amp;rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Abook\" class=\"Z3988\"><span style=\"display:none;\">&#160;</span></span></span></li>\n",
      "</ol>\n",
      "</div>\n",
      "<p><span style=\"font-size: small;\"><span id=\"coordinates\"><a href=\"/wiki/Geographic_coordinate_system\" title=\"Geographic coordinate system\">Coordinates</a>: <span class=\"plainlinks nourlexpansion\"><a class=\"external text\" href=\"//tools.wmflabs.org/geohack/geohack.php?pagename=Cecil_Peak&amp;params=-45.108831_N_168.628463_E_\"><span class=\"geo-nondefault\"><span class=\"geo-dms\" title=\"Maps, aerial photos, and other data for this location\"><span class=\"latitude\">45°06′32″S</span> <span class=\"longitude\">168°37′42″E</span></span></span><span class=\"geo-multi-punct\">﻿ / ﻿</span><span class=\"geo-default\"><span class=\"geo-dec\" title=\"Maps, aerial photos, and other data for this location\">45.108831°S 168.628463°E</span><span style=\"display:none\">﻿ / <span class=\"geo\">-45.108831; 168.628463</span></span></span></a></span></span></span></p>\n",
      "<p><br /></p>\n",
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      "<td><i>This <a href=\"/wiki/Otago\" title=\"Otago\">Otago</a> geography article is a <a href=\"/wiki/Wikipedia:Stub\" title=\"Wikipedia:Stub\">stub</a>. You can help Wikipedia by <a class=\"external text\" href=\"//en.wikipedia.org/w/index.php?title=Cecil_Peak&amp;action=edit\">expanding it</a>.</i>\n",
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      "\t\t\t\t\t\t<li id=\"coll-create_a_book\"><a href=\"/w/index.php?title=Special:Book&amp;bookcmd=book_creator&amp;referer=Cecil+Peak\">Create a book</a></li><li id=\"coll-download-as-rdf2latex\"><a href=\"/w/index.php?title=Special:Book&amp;bookcmd=render_article&amp;arttitle=Cecil+Peak&amp;returnto=Cecil+Peak&amp;oldid=724716112&amp;writer=rdf2latex\">Download as PDF</a></li><li id=\"t-print\"><a href=\"/w/index.php?title=Cecil_Peak&amp;printable=yes\" title=\"Printable version of this page [p]\" accesskey=\"p\">Printable version</a></li>\t\t\t\t\t</ul>\n",
      "\t\t\t\t\t\t\t</div>\n",
      "\t\t</div>\n",
      "\t\t\t<div class=\"portal\" role=\"navigation\" id='p-lang' aria-labelledby='p-lang-label'>\n",
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      "\n",
      "\t\t\t<div class=\"body\">\n",
      "\t\t\t\t\t\t\t\t\t<ul>\n",
      "\t\t\t\t\t\t<li class=\"interlanguage-link interwiki-ceb\"><a href=\"https://ceb.wikipedia.org/wiki/Cecil_Peak_(tumoy_sa_bukid)\" title=\"Cecil Peak (tumoy sa bukid) – Cebuano\" lang=\"ceb\" hreflang=\"ceb\" class=\"interlanguage-link-target\">Cebuano</a></li><li class=\"interlanguage-link interwiki-cs\"><a href=\"https://cs.wikipedia.org/wiki/Cecil_Peak\" title=\"Cecil Peak – Czech\" lang=\"cs\" hreflang=\"cs\" class=\"interlanguage-link-target\">Čeština</a></li><li class=\"interlanguage-link interwiki-ka\"><a href=\"https://ka.wikipedia.org/wiki/%E1%83%A1%E1%83%94%E1%83%A1%E1%83%98%E1%83%9A%E1%83%98%E1%83%A1_%E1%83%9E%E1%83%98%E1%83%99%E1%83%98\" title=\"სესილის პიკი – Georgian\" lang=\"ka\" hreflang=\"ka\" class=\"interlanguage-link-target\">ქართული</a></li><li class=\"interlanguage-link interwiki-ru\"><a href=\"https://ru.wikipedia.org/wiki/%D0%A1%D0%B5%D1%81%D0%B8%D0%BB-%D0%9F%D0%B8%D0%BA\" title=\"Сесил-Пик – Russian\" lang=\"ru\" hreflang=\"ru\" class=\"interlanguage-link-target\">Русский</a></li>\t\t\t\t\t</ul>\n",
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      "\t\t\t\t\t\t<div style=\"clear:both\"></div>\n",
      "\t\t</div>\n",
      "\t\t<script>(window.RLQ=window.RLQ||[]).push(function(){mw.config.set({\"wgPageParseReport\":{\"limitreport\":{\"cputime\":\"0.080\",\"walltime\":\"0.107\",\"ppvisitednodes\":{\"value\":253,\"limit\":1000000},\"ppgeneratednodes\":{\"value\":0,\"limit\":1500000},\"postexpandincludesize\":{\"value\":10233,\"limit\":2097152},\"templateargumentsize\":{\"value\":0,\"limit\":2097152},\"expansiondepth\":{\"value\":4,\"limit\":40},\"expensivefunctioncount\":{\"value\":0,\"limit\":500},\"entityaccesscount\":{\"value\":1,\"limit\":400},\"timingprofile\":[\"100.00%   89.189      1 -total\",\" 62.17%   55.447      1 Template:Reflist\",\" 48.96%   43.664      4 Template:Cite_web\",\" 24.91%   22.219      1 Template:Coord\",\" 12.74%   11.365      1 Template:Otago-geo-stub\",\" 11.34%   10.113      1 Template:Asbox\",\"  4.71%    4.200      1 Template:Cite_book\"]},\"scribunto\":{\"limitreport-timeusage\":{\"value\":\"0.043\",\"limit\":\"10.000\"},\"limitreport-memusage\":{\"value\":2691141,\"limit\":52428800}},\"cachereport\":{\"origin\":\"mw1211\",\"timestamp\":\"20170210085052\",\"ttl\":2592000,\"transientcontent\":false}}});});</script><script>(window.RLQ=window.RLQ||[]).push(function(){mw.config.set({\"wgBackendResponseTime\":71,\"wgHostname\":\"mw1262\"});});</script>\n",
      "\t</body>\n",
      "</html>\n",
      "\n"
     ]
    }
   ],
   "source": [
    "with open(\"wiki/Cecil_Peak.html\") as f:\n",
    "    print(f.read())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It appears that the main content is nested inside the `div` tag with the id `content`."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Reading In The Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2.952831983566284\n"
     ]
    }
   ],
   "source": [
    "import concurrent.futures\n",
    "import time\n",
    "\n",
    "pool = concurrent.futures.ThreadPoolExecutor(max_workers=4)\n",
    "\n",
    "def read_data(filename):\n",
    "    with open(filename) as f:\n",
    "        data = f.read()\n",
    "    return data\n",
    "\n",
    "start = time.time()\n",
    "filenames = [\"wiki/{}\".format(f) for f in os.listdir(\"wiki\")]\n",
    "content = pool.map(read_data, filenames)\n",
    "content = list(content)\n",
    "\n",
    "end = time.time()\n",
    "print(end - start)\n",
    "articles = [f.replace(\".html\", \"\").replace(\"wiki/\", \"\") for f in filenames]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "After doing some profiling, it doesn't appear that threading makes a huge difference to performance.  It may be because although files are opened, most of the task is offset by the overhead of creating new threads."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Remove Extraneous Markup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "139.67757391929626\n"
     ]
    }
   ],
   "source": [
    "from bs4 import BeautifulSoup\n",
    "\n",
    "def parse_html(html):\n",
    "    soup = BeautifulSoup(html, 'html.parser')\n",
    "    return str(soup.find_all(\"div\", id=\"content\")[0])\n",
    "\n",
    "start = time.time()\n",
    "pool = concurrent.futures.ProcessPoolExecutor(max_workers=3)\n",
    "parsed = pool.map(parse_html, content)\n",
    "parsed = list(parsed)\n",
    "end = time.time()\n",
    "\n",
    "print(end - start)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'<div class=\"mw-body\" id=\"content\" role=\"main\">\\n<a id=\"top\"></a>\\n<div id=\"siteNotice\"><!-- CentralNotice --></div>\\n<div class=\"mw-indicators\">\\n</div>\\n<h1 class=\"firstHeading\" id=\"firstHeading\" lang=\"en\">Álvaro Sierra</h1>\\n<div class=\"mw-body-content\" id=\"bodyContent\">\\n<div id=\"siteSub\">From Wikipedia, the free encyclopedia</div>\\n<div id=\"contentSub\"></div>\\n<div class=\"mw-jump\" id=\"jump-to-nav\">\\n\\t\\t\\t\\t\\tJump to:\\t\\t\\t\\t\\t<a href=\"#mw-head\">navigation</a>, \\t\\t\\t\\t\\t<a href=\"#p-search\">search</a>\\n</div>\\n<div class=\"mw-content-ltr\" dir=\"ltr\" id=\"mw-content-text\" lang=\"en\"><div class=\"hatnote\" role=\"note\">This name uses <a href=\"/wiki/Spanish_naming_customs\" title=\"Spanish naming customs\">Spanish naming customs</a>: the first or paternal <a href=\"/wiki/Surname\" title=\"Surname\">family name</a> is <i>Sierra</i>\\xa0and the second or maternal family name is <i>Peña</i>.</div>\\n<p><b>Álvaro Sierra Peña</b> (born April 4, 1967 in <a href=\"/wiki/Sogamoso\" title=\"Sogamoso\">Sogamoso</a>, <a href=\"/wiki/Boyac%C3%A1_Department\" title=\"Boyacá Department\">Boyacá</a>) is a retired male professional <a class=\"mw-redirect\" href=\"/wiki/Road_racing_cyclist\" title=\"Road racing cyclist\">road racing cyclist</a> from <a href=\"/wiki/Colombia\" title=\"Colombia\">Colombia</a>.</p>\\n<h2><span class=\"mw-headline\" id=\"Career\">Career</span><span class=\"mw-editsection\"><span class=\"mw-editsection-bracket\">[</span><a href=\"/w/index.php?title=%C3%81lvaro_Sierra&amp;action=edit&amp;section=1\" title=\"Edit section: Career\">edit</a><span class=\"mw-editsection-bracket\">]</span></span></h2>\\n<div class=\"div-col columns column-count column-count-2\" style=\"-moz-column-count: 2; -webkit-column-count: 2; column-count: 2;\">\\n<dl>\\n<dt>1990</dt>\\n<dd>6th in General Classification GP Internacional de Café, Bogota (COL)</dd>\\n<dt>1991</dt>\\n<dd>1st in General Classification <a class=\"new\" href=\"/w/index.php?title=1991_Vuelta_a_Colombia&amp;action=edit&amp;redlink=1\" title=\"1991 Vuelta a Colombia (page does not exist)\">Vuelta a Colombia</a> (COL)</dd>\\n<dt>1993</dt>\\n<dd>8th in General Classification <a href=\"/wiki/1993_Vuelta_a_Colombia\" title=\"1993 Vuelta a Colombia\">Vuelta a Colombia</a> (COL)</dd>\\n<dt>1994</dt>\\n<dd>2nd in General Classification <a href=\"/wiki/1994_Vuelta_a_Colombia\" title=\"1994 Vuelta a Colombia\">Vuelta a Colombia</a> (COL)</dd>\\n<dt>1995</dt>\\n<dd>3rd in Stage 4 <a href=\"/wiki/1995_Vuelta_a_Colombia\" title=\"1995 Vuelta a Colombia\">Vuelta a Colombia</a>, Manizales (COL)</dd>\\n<dd>2nd in Stage 8 Vuelta a Colombia, Buenaventura (COL)</dd>\\n<dd>3rd in Stage 11 Vuelta a Colombia, Ibagué (COL)</dd>\\n<dd>3rd in General Classification Vuelta a Colombia (COL)</dd>\\n<dt>1996</dt>\\n<dd>2nd in Stage 9 <a href=\"/wiki/1996_Cl%C3%A1sico_RCN\" title=\"1996 Clásico RCN\">Clásico RCN</a>, Santa Helena (COL)</dd>\\n<dd>6th in General Classification <a href=\"/wiki/1996_Cl%C3%A1sico_RCN\" title=\"1996 Clásico RCN\">Clásico RCN</a> (COL)</dd>\\n<dt>1997</dt>\\n<dd>7th in General Classification <a href=\"/wiki/1997_Cl%C3%A1sico_RCN\" title=\"1997 Clásico RCN\">Clásico RCN</a> (COL)</dd>\\n<dd>7th in General Classification <a href=\"/wiki/1997_Vuelta_a_Colombia\" title=\"1997 Vuelta a Colombia\">Vuelta a Colombia</a> (COL)</dd>\\n<dt>1998</dt>\\n<dd>1st in General Classification Vuelta a Antioquia (COL)</dd>\\n<dd>1st in General Classification Vuelta a Boyacà (COL)</dd>\\n<dd>1st in Stage 9 <a href=\"/wiki/1998_Cl%C3%A1sico_RCN\" title=\"1998 Clásico RCN\">Clásico RCN</a>, Bogotá (COL)</dd>\\n<dd>5th in General Classification <a href=\"/wiki/1998_Cl%C3%A1sico_RCN\" title=\"1998 Clásico RCN\">Clásico RCN</a> (COL)</dd>\\n<dt>1999</dt>\\n<dd>1st in General Classification Vuelta a Boyacà (COL)</dd>\\n<dd>7th in General Classification <a href=\"/wiki/1999_Vuelta_a_Colombia\" title=\"1999 Vuelta a Colombia\">Vuelta a Colombia</a> (COL)</dd>\\n<dd>1st in Stage 3 <a href=\"/wiki/1999_Cl%C3%A1sico_RCN\" title=\"1999 Clásico RCN\">Clásico RCN</a>, Alto de Patios (COL)</dd>\\n<dd>2nd in Stage 7 Clasico RCN, El Cable (COL)</dd>\\n<dd>2nd in General Classification Clasico RCN (COL)</dd>\\n<dt>2000</dt>\\n<dd>2nd in Stage 15 <a href=\"/wiki/2000_Vuelta_a_Colombia\" title=\"2000 Vuelta a Colombia\">Vuelta a Colombia</a>, Tunja (COL)</dd>\\n<dd>1st in Stage 2 Vuelta a Boyacà, El Humilladero (COL)</dd>\\n<dd>2nd in Stage 3 Vuelta a Boyacà, Mongui (COL)</dd>\\n<dd>2nd in General Classification Vuelta a Boyacá (COL)</dd>\\n<dd>5th in General Classification <a href=\"/wiki/2000_Cl%C3%A1sico_RCN\" title=\"2000 Clásico RCN\">Clásico RCN</a> (COL)</dd>\\n<dd>3rd in General Classification <a href=\"/wiki/2000_Vuelta_a_Venezuela\" title=\"2000 Vuelta a Venezuela\">Vuelta a Venezuela</a> (VEN)</dd>\\n<dt>2001</dt>\\n<dd>1st in General Classification Vuelta a Boyacà (COL)</dd>\\n<dd>3rd in Stage 7 Vuelta al Tachira, Circuito en Mérida con llegada en Tovar (VEN)</dd>\\n<dt>2002</dt>\\n<dd>2nd in Stage 4 Clasica del Meta, Alto de Buenavista (COL)</dd>\\n<dd>1st in Stage 4 Vuelta al Tolima, Ibagué (COL)</dd>\\n<dd>3rd in Stage 5 Vuelta a Boyacà, Toca (COL)</dd>\\n<dd>2nd in General Classification Vuelta a Boyacà (COL)</dd>\\n<dd>3rd in Stage 6 Vuelta a Boyacà, Tunja (COL)</dd>\\n<dt>2003</dt>\\n<dd>1st in General Classification Doble Sucre Potosí GP Cemento Fancesa (BOL)</dd>\\n<dd>1st in Stage 1 Clasica Integración de la Guadua-Gobernación de Risaralda, Marsella (COL)</dd>\\n<dd>2nd in Stage 2 Clasica Integración de la Guadua-Gobernación de Risaralda, Apia (COL)</dd>\\n<dd>1st in General Classification Clasica Integración de la Guadua-Gobernación de Risaralda (COL)</dd>\\n<dd>3rd in Stage 3 Vuelta a Antioquia, Jerico (COL)</dd>\\n<dd>1st in Stage 4 Vuelta a Antioquia, Alto de El Escobero (COL)</dd>\\n<dd>2nd in General Classification Vuelta a Antioquia (COL)</dd>\\n<dd>2nd in Stage 5 <a href=\"/wiki/2003_Vuelta_a_Colombia\" title=\"2003 Vuelta a Colombia\">Vuelta a Colombia</a>, El Escobero (COL)</dd>\\n<dd>2nd in Stage 13 Vuelta a Colombia, Cali (COL)</dd>\\n<dd>3rd in General Classification Vuelta a Colombia (COL)</dd>\\n<dd>3rd in Stage 4 Vuelta a Boyacà, Jenesano (COL)</dd>\\n<dd>3rd in Stage 5 Vuelta a Boyacà, Tunja (COL)</dd>\\n<dd>2nd in Stage 7 <a href=\"/wiki/2003_Cl%C3%A1sico_RCN\" title=\"2003 Clásico RCN\">Clásico RCN</a>, Tunja (COL)</dd>\\n<dd>3rd in Stage 8 Clasico RCN, Alto de Patios (COL)</dd>\\n<dd>2nd in General Classification Clasico RCN (COL)</dd>\\n<dd>1st in Stage 3 Doble Copacabana GP Fides, La Paz (BOL)</dd>\\n<dd>1st in Stage 4 Doble Copacabana GP Fides, Viarcha (BOL)</dd>\\n<dd>2nd in Stage 5 part b Doble Copacabana GP Fides, Copacabana (BOL)</dd>\\n<dd>1st in General Classification Doble Copacabana GP Fides (BOL)</dd>\\n<dd>2nd in Stage 4 <a class=\"mw-redirect\" href=\"/wiki/Vuelta_a_Costa_Rica\" title=\"Vuelta a Costa Rica\">Vuelta a Costa Rica</a>, Ciudad Quesada (CRC)</dd>\\n<dd>1st in Stage 7 Vuelta a Costa Rica, Barva (CRC)</dd>\\n<dd>2nd in Stage 8 Vuelta a Costa Rica, Cascajal de Coronado (CRC)</dd>\\n<dd>1st in Stage 10 Vuelta a Costa Rica, Pérez Zeledón (CRC)</dd>\\n<dd>3rd in General Classification Vuelta a Costa Rica (CRC)</dd>\\n<dt>2004</dt>\\n<dd>2nd in Stage 1 Clásica Club Deportivo Boyacá, Alto del Topo (COL)</dd>\\n<dd>1st in General Classification Clásica Club Deportivo Boyacá (COL)</dd>\\n<dd>1st in Stage 2 Vuelta a Cundinamarca, Fusagasugá (COL)</dd>\\n<dd>1st in General Classification Vuelta a Cundinamarca (COL)</dd>\\n<dd>5th in General Classification <a href=\"/wiki/2004_Cl%C3%A1sico_RCN\" title=\"2004 Clásico RCN\">Clásico RCN</a> (COL)</dd>\\n<dt>2005</dt>\\n<dd>1st in Stage 1 Doble Sucre Potosí GP Cemento Fancesa, Potosí (BOL)</dd>\\n<dd>1st in Stage 2 Doble Sucre Potosí GP Cemento Fancesa, Potosí (BOL)</dd>\\n<dd>1st in General Classification Doble Sucre Potosí GP Cemento Fancesa (BOL)</dd>\\n<dd>1st in Stage 3 Vuelta a Boyacà, Saboyá (COL)</dd>\\n<dd>3rd in Stage 4 Vuelta a Boyacà, Cucaita (COL)</dd>\\n<dd>2nd in Stage 3 <a href=\"/wiki/2005_Vuelta_a_Colombia\" title=\"2005 Vuelta a Colombia\">Vuelta a Colombia</a>, Armenia (COL)</dd>\\n<dd>3rd in Stage 8 Vuelta a Colombia, Jerico (COL)</dd>\\n<dd>3rd in Stage 13 Vuelta a Colombia, La Y (COL)</dd>\\n<dd>3rd in General Classification Vuelta a Colombia (COL)</dd>\\n<dd>3rd in General Classification GP Cootranspensilvania (COL)</dd>\\n<dd>3rd in Stage 7 <a href=\"/wiki/2005_Cl%C3%A1sico_RCN\" title=\"2005 Clásico RCN\">Clásico RCN</a>, Armenia (COL)</dd>\\n<dd>2nd in General Classification Clasico RCN (COL)</dd>\\n<dd>3rd in Stage 8 Clasico RCN, Manizales (COL)</dd>\\n<dd>2nd in Stage 2 Doble Copacabana GP Fides, La Paz (BOL)</dd>\\n<dd>1st in Stage 4 Doble Copacabana GP Fides, Viacha (BOL)</dd>\\n<dt>2006</dt>\\n<dd>2nd in General Classification Doble Sucre Potosí GP Cemento Fancesa (BOL)</dd>\\n<dd>1st in Stage 8 <a href=\"/wiki/2006_Vuelta_a_Colombia\" title=\"2006 Vuelta a Colombia\">Vuelta a Colombia</a>, Armenia (COL)</dd>\\n<dd>1st in Stage 14 Vuelta a Colombia, Alto del Escobero (COL)</dd>\\n<dd>3rd in General Classification Vuelta a Colombia (COL)</dd>\\n<dd>2nd in Stage 1 Vuelta a Boyacà, Boyaca (COL)</dd>\\n<dd>1st in Stage 4 Doble Copacabana GP Fides, Viacha (BOL)</dd>\\n<dd>3rd in General Classification Doble Copacabana GP Fides (BOL)</dd>\\n<dd>6th in General Classification <a href=\"/wiki/2006_Cl%C3%A1sico_RCN\" title=\"2006 Clásico RCN\">Clásico RCN</a> (COL)</dd>\\n<dt>2007</dt>\\n<dd>3rd in Stage 2 Doble Sucre Potosí GP Cemento Fancesa, Potosi (BOL)</dd>\\n<dd>3rd in General Classification Doble Sucre Potosí GP Cemento Fancesa (BOL)</dd>\\n<dt>2008</dt>\\n<dd>3rd in Prologue Vuelta a Cundinamarca, Cogua (COL)</dd>\\n<dd>2nd in General Classification Vuelta a Cundinamarca (COL)</dd>\\n<dd>4th in General Classification Vuelta a Boyacà (COL)</dd>\\n<dd>2nd in Stage 6 Vuelta a Boyacà, Tunja (COL)</dd>\\n<dd>2nd in Stage 5 <a href=\"/wiki/Vuelta_a_Bolivia\" title=\"Vuelta a Bolivia\">Vuelta a Bolivia</a>, Oruro (BOL)</dd>\\n<dd>1st in Stage 7 part b Vuelta a Bolivia, Copacabana (BOL)</dd>\\n<dd>3rd in General Classification Vuelta a Bolivia (BOL)</dd>\\n<dd>3rd in Stage 8 part a Vuelta a Bolivia, San Pablo de Tiquina (BOL)</dd>\\n<dd>2nd in Stage 3 Vuelta Ciclista a la Republica del Ecuador, Quito (ECU)</dd>\\n<dd>2nd in Stage 5 Vuelta Ciclista a la Republica del Ecuador, Riobamba (ECU)</dd>\\n<dd>2nd in General Classification Vuelta Ciclista a la Republica del Ecuador (ECU)</dd>\\n</dl>\\n</div>\\n<h2><span class=\"mw-headline\" id=\"References\">References</span><span class=\"mw-editsection\"><span class=\"mw-editsection-bracket\">[</span><a href=\"/w/index.php?title=%C3%81lvaro_Sierra&amp;action=edit&amp;section=2\" title=\"Edit section: References\">edit</a><span class=\"mw-editsection-bracket\">]</span></span></h2>\\n<ul>\\n<li><a class=\"external text\" href=\"http://www.cyclingarchives.com/coureurfiche.php?coureurid=12567\" rel=\"nofollow\">Álvaro Sierra profile</a> at <i>Cycling Archives</i></li>\\n</ul>\\n<!-- \\nNewPP limit report\\nParsed by mw1288\\nCached time: 20170212142643\\nCache expiry: 2592000\\nDynamic content: false\\nCPU time usage: 0.048 seconds\\nReal time usage: 0.083 seconds\\nPreprocessor visited node count: 173/1000000\\nPreprocessor generated node count: 0/1500000\\nPost‐expand include size: 1801/2097152 bytes\\nTemplate argument size: 85/2097152 bytes\\nHighest expansion depth: 7/40\\nExpensive parser function count: 0/500\\nLua time usage: 0.009/10.000 seconds\\nLua memory usage: 731 KB/50 MB\\n-->\\n<!--\\nTransclusion expansion time report (%,ms,calls,template)\\n100.00%   67.444      1 -total\\n 59.19%   39.923      1 Template:Cycling_archives\\n 28.55%   19.255      1 Template:Spanish_name_2\\n 25.22%   17.009      1 Template:Hatnote\\n 10.56%    7.121      1 Template:WikidataCheck\\n  9.98%    6.733      1 Template:PAGENAMEBASE\\n  7.60%    5.124      1 Template:Palmares_start\\n  5.77%    3.893      1 Template:Colbegin\\n  4.22%    2.843      1 Template:Palmares_end\\n  2.69%    1.815      1 Template:Colend\\n-->\\n<!-- Saved in parser cache with key enwiki:pcache:idhash:24558666-0!*!0!!*!*!* and timestamp 20170212142643 and revision id 729711134\\n -->\\n<noscript><img alt=\"\" height=\"1\" src=\"//en.wikipedia.org/wiki/Special:CentralAutoLogin/start?type=1x1\" style=\"border: none; position: absolute;\" title=\"\" width=\"1\"/></noscript></div> <div class=\"printfooter\">\\n\\t\\t\\t\\t\\t\\tRetrieved from \"<a dir=\"ltr\" href=\"https://en.wikipedia.org/w/index.php?title=Álvaro_Sierra&amp;oldid=729711134\">https://en.wikipedia.org/w/index.php?title=Álvaro_Sierra&amp;oldid=729711134</a>\"\\t\\t\\t\\t\\t</div>\\n<div class=\"catlinks\" data-mw=\"interface\" id=\"catlinks\"><div class=\"mw-normal-catlinks\" id=\"mw-normal-catlinks\"><a href=\"/wiki/Help:Category\" title=\"Help:Category\">Categories</a>: <ul><li><a href=\"/wiki/Category:1967_births\" title=\"Category:1967 births\">1967 births</a></li><li><a href=\"/wiki/Category:Living_people\" title=\"Category:Living people\">Living people</a></li><li><a href=\"/wiki/Category:People_from_Sogamoso\" title=\"Category:People from Sogamoso\">People from Sogamoso</a></li><li><a href=\"/wiki/Category:Colombian_male_cyclists\" title=\"Category:Colombian male cyclists\">Colombian male cyclists</a></li><li><a href=\"/wiki/Category:Vuelta_a_Colombia_stage_winners\" title=\"Category:Vuelta a Colombia stage winners\">Vuelta a Colombia stage winners</a></li></ul></div><div class=\"mw-hidden-catlinks mw-hidden-cats-hidden\" id=\"mw-hidden-catlinks\">Hidden categories: <ul><li><a href=\"/wiki/Category:Cycling_Archives_ID_(cyclist)_same_as_Wikidata\" title=\"Category:Cycling Archives ID (cyclist) same as Wikidata\">Cycling Archives ID (cyclist) same as Wikidata</a></li></ul></div></div> <div class=\"visualClear\"></div>\\n</div>\\n</div>'"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "parsed[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This operation is quite slow and CPU-intensive.  It looks like using as many processes are there are available processors speeds things up."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Finding Common Tags"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "71.57306599617004\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'a': 498830,\n",
       " 'abbr': 11536,\n",
       " 'annotation': 205,\n",
       " 'area': 138,\n",
       " 'audio': 8,\n",
       " 'b': 45291,\n",
       " 'bdi': 34,\n",
       " 'big': 416,\n",
       " 'blockquote': 148,\n",
       " 'br': 15599,\n",
       " 'caption': 609,\n",
       " 'center': 657,\n",
       " 'cite': 11605,\n",
       " 'code': 281,\n",
       " 'dd': 3761,\n",
       " 'del': 6,\n",
       " 'div': 88787,\n",
       " 'dl': 1425,\n",
       " 'dt': 953,\n",
       " 'font': 44,\n",
       " 'h1': 2997,\n",
       " 'h2': 12336,\n",
       " 'h3': 2720,\n",
       " 'h4': 405,\n",
       " 'h5': 26,\n",
       " 'h6': 1,\n",
       " 'hr': 240,\n",
       " 'i': 55074,\n",
       " 'img': 24457,\n",
       " 'li': 263520,\n",
       " 'map': 9,\n",
       " 'math': 205,\n",
       " 'mfrac': 181,\n",
       " 'mi': 1538,\n",
       " 'mn': 657,\n",
       " 'mo': 1399,\n",
       " 'mover': 14,\n",
       " 'mrow': 1302,\n",
       " 'mspace': 65,\n",
       " 'msqrt': 21,\n",
       " 'mstyle': 214,\n",
       " 'msub': 319,\n",
       " 'msubsup': 56,\n",
       " 'msup': 163,\n",
       " 'mtable': 4,\n",
       " 'mtd': 93,\n",
       " 'mtext': 13,\n",
       " 'mtr': 13,\n",
       " 'munder': 7,\n",
       " 'munderover': 17,\n",
       " 'noscript': 2997,\n",
       " 'ol': 2626,\n",
       " 'p': 24099,\n",
       " 'pre': 12,\n",
       " 'q': 162,\n",
       " 'rb': 16,\n",
       " 'rp': 32,\n",
       " 'rt': 16,\n",
       " 'ruby': 16,\n",
       " 's': 76,\n",
       " 'samp': 2,\n",
       " 'semantics': 205,\n",
       " 'small': 9415,\n",
       " 'source': 8,\n",
       " 'span': 218982,\n",
       " 'strong': 1847,\n",
       " 'sub': 547,\n",
       " 'sup': 36301,\n",
       " 'table': 13114,\n",
       " 'td': 175989,\n",
       " 'th': 46258,\n",
       " 'time': 34,\n",
       " 'tr': 84116,\n",
       " 'tt': 7,\n",
       " 'u': 110,\n",
       " 'ul': 32928,\n",
       " 'wbr': 277}"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from bs4 import BeautifulSoup\n",
    "\n",
    "def count_tags(html):\n",
    "    soup = BeautifulSoup(html, 'html.parser')\n",
    "    tags = {}\n",
    "    for tag in soup.find_all():\n",
    "        if tag.name not in tags:\n",
    "            tags[tag.name] = 0\n",
    "        tags[tag.name] += 1\n",
    "    return tags\n",
    "\n",
    "start = time.time()\n",
    "pool = concurrent.futures.ProcessPoolExecutor(max_workers=3)\n",
    "tags = pool.map(count_tags, parsed)\n",
    "tags = list(tags)\n",
    "\n",
    "tag_counts = {}\n",
    "for tag in tags:\n",
    "    for k,v in tag.items():\n",
    "        if k not in tag_counts:\n",
    "            tag_counts[k] = 0\n",
    "        tag_counts[k] += v\n",
    "end = time.time()\n",
    "\n",
    "print(end - start)\n",
    "tag_counts"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Based on our findings, it looks like there are quite a few `td`, `a`, `li`, and `span` tags.  This indicates that articles tend to have lots of links, along with lists and tables.  Links are the most numerous tag, which indicates how interconnected articles on Wikipedia are."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Finding Common Words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "133.99117708206177\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'junior': 8,\n",
       " 'prannathji': 1,\n",
       " 'touring': 1,\n",
       " 'sofia': 1,\n",
       " 'patrick': 5,\n",
       " 'twice': 1,\n",
       " 'managers': 3,\n",
       " 'agostini': 1,\n",
       " 'domination': 1,\n",
       " 'billième': 1,\n",
       " 'kavčič': 1,\n",
       " 'dönhoff': 1,\n",
       " 'uprising': 1,\n",
       " 'moshe': 1,\n",
       " 'bangladesh': 3,\n",
       " 'muntaner': 1,\n",
       " 'mayor': 11,\n",
       " 'beasley': 1,\n",
       " 'zeitweiser': 1,\n",
       " 'first': 100,\n",
       " 'gives': 1,\n",
       " 'films1940s': 1,\n",
       " 'januszkowo': 1,\n",
       " 'minesweeper': 2,\n",
       " 'commons': 6,\n",
       " '83222': 1,\n",
       " 'rayon': 2,\n",
       " 'humorist': 1,\n",
       " 'hercules': 1,\n",
       " 'encarnaçao': 1,\n",
       " 'calling': 2,\n",
       " 'today': 3,\n",
       " 'kazuki': 1,\n",
       " 'zoltán': 1,\n",
       " 'fortified': 1,\n",
       " 'martinez': 1,\n",
       " 'båstad': 1,\n",
       " 'presidential': 5,\n",
       " 'contributor': 1,\n",
       " 'trăng': 1,\n",
       " 'preparatory': 1,\n",
       " 'governor': 12,\n",
       " 'pietism': 1,\n",
       " 'least': 1,\n",
       " 'sulfonic': 1,\n",
       " 'manipuli': 1,\n",
       " 'scindalmota': 1,\n",
       " 'colliery': 1,\n",
       " 'birchall': 1,\n",
       " 'plotinus': 1,\n",
       " 'narasaraopet': 1,\n",
       " 'awareness': 2,\n",
       " 'willimon': 1,\n",
       " 'appear': 1,\n",
       " 'monadenia': 1,\n",
       " 'antioquia': 2,\n",
       " 'polynomials': 1,\n",
       " 'kitplanes': 1,\n",
       " 'chiriguelo': 1,\n",
       " 'asteraceae': 2,\n",
       " 'nadia': 1,\n",
       " 'thoracic': 1,\n",
       " 'entrance': 1,\n",
       " 'chiudinelli': 2,\n",
       " 'wilcox': 1,\n",
       " 'welfare': 2,\n",
       " 'choice': 1,\n",
       " 'cricoid': 1,\n",
       " 'zielona': 1,\n",
       " 'greyish': 2,\n",
       " 'naghizadeh': 1,\n",
       " 'arhndt': 1,\n",
       " 'vladimir': 1,\n",
       " 'flyin': 1,\n",
       " 'vilnius': 2,\n",
       " 'inflanty': 1,\n",
       " 'guaraldi': 1,\n",
       " 'viticultural': 1,\n",
       " 'scholars': 1,\n",
       " 'nagar': 5,\n",
       " 'hepburn': 1,\n",
       " 'reports': 1,\n",
       " '1357883': 1,\n",
       " 'artificial': 1,\n",
       " 'biological': 2,\n",
       " 'francesco': 1,\n",
       " 'marguérite': 1,\n",
       " 'arxiv': 2,\n",
       " 'billion': 1,\n",
       " 'morgana': 1,\n",
       " 'confederation': 1,\n",
       " 'bahia': 2,\n",
       " 'brăila': 1,\n",
       " 'giuliani': 1,\n",
       " 'veronica': 1,\n",
       " 'sunde': 1,\n",
       " 'scoville': 1,\n",
       " 'surrounding': 1,\n",
       " 'chaun': 1,\n",
       " 'makindye': 1,\n",
       " 'derek': 1,\n",
       " 'regiments': 1,\n",
       " 'bosnia': 6,\n",
       " 'southend': 1,\n",
       " 'taylour': 1,\n",
       " 'waller': 1,\n",
       " 'opposite': 1,\n",
       " 'consultant': 1,\n",
       " 'ballyhale': 1,\n",
       " 'worcestershire': 1,\n",
       " 'godavari': 1,\n",
       " 'araneae': 1,\n",
       " 'physician': 1,\n",
       " 'draft': 10,\n",
       " 'raith': 1,\n",
       " 'congo': 1,\n",
       " 'paraguay': 2,\n",
       " 'highest': 5,\n",
       " 'argos': 1,\n",
       " 'citation': 9,\n",
       " 'chung': 1,\n",
       " 'erigeron': 1,\n",
       " 'ramirez': 1,\n",
       " 'fubinaca': 1,\n",
       " 'jordan': 3,\n",
       " 'iyama': 1,\n",
       " 'anatolia': 1,\n",
       " 'eugenio': 1,\n",
       " 'disney': 3,\n",
       " 'nacional': 2,\n",
       " 'funen': 1,\n",
       " 'luehderi': 1,\n",
       " 'urodilatin': 1,\n",
       " 'background': 1,\n",
       " 'vijay': 2,\n",
       " 'needs': 1,\n",
       " 'patriots': 1,\n",
       " 'permanent': 4,\n",
       " 'recuay': 1,\n",
       " 'clinic': 1,\n",
       " 'imperialis': 1,\n",
       " 'seibu': 1,\n",
       " 'ćetković': 1,\n",
       " 'wolfe': 1,\n",
       " 'fernanda': 1,\n",
       " 'scientist': 2,\n",
       " 'aminonaphthalenesulfonic': 1,\n",
       " 'vittra': 1,\n",
       " 'other': 38,\n",
       " 'zgierz': 2,\n",
       " 'bluegrass': 2,\n",
       " 'catalog': 2,\n",
       " 'nyblom': 1,\n",
       " '44333': 1,\n",
       " 'damsa': 1,\n",
       " 'forever': 1,\n",
       " 'advocates': 1,\n",
       " 'heckstall': 1,\n",
       " 'unincorporated': 17,\n",
       " 'munich': 3,\n",
       " 'avalon': 1,\n",
       " 'snakebite': 1,\n",
       " 'porrit': 1,\n",
       " 'ellison': 1,\n",
       " 'debian': 1,\n",
       " 'young': 14,\n",
       " 'nuway': 1,\n",
       " 'tyson': 1,\n",
       " 'bexley': 1,\n",
       " 'boehringer': 1,\n",
       " 'franklin': 2,\n",
       " 'pyrénées': 1,\n",
       " 'telescope': 1,\n",
       " 'metropolitan': 4,\n",
       " 'olfactory': 1,\n",
       " 'cardinals': 3,\n",
       " 'bausch': 1,\n",
       " 'middlesbrough': 3,\n",
       " 'score': 5,\n",
       " 'henares': 1,\n",
       " 'flowered': 1,\n",
       " 'truck': 2,\n",
       " 'naichau': 1,\n",
       " 'production': 19,\n",
       " 'paschal': 1,\n",
       " 'jessen': 1,\n",
       " 'lebanon': 4,\n",
       " 'ratchaburi': 1,\n",
       " 'glazman': 1,\n",
       " 'daniels': 1,\n",
       " 'tottori': 1,\n",
       " 'información': 1,\n",
       " 'genome': 2,\n",
       " 'moscow': 6,\n",
       " 'nagashi': 1,\n",
       " 'abaúj': 1,\n",
       " 'allsvenskan': 1,\n",
       " 'vries': 1,\n",
       " 'poultry': 1,\n",
       " 'culkin': 1,\n",
       " 'chase': 1,\n",
       " 'ralph': 1,\n",
       " 'times': 22,\n",
       " 'gould': 1,\n",
       " 'borsod': 1,\n",
       " 'ghriss': 1,\n",
       " 'surgeon': 3,\n",
       " 'troglodytarum': 1,\n",
       " 'velika': 1,\n",
       " 'docking': 1,\n",
       " 'islam': 2,\n",
       " 'underground': 1,\n",
       " 'grackle': 1,\n",
       " 'points': 6,\n",
       " 'clean': 3,\n",
       " 'vanuatu': 1,\n",
       " 'pompey': 1,\n",
       " 'jarosław': 1,\n",
       " 'varus': 1,\n",
       " 'jaromír': 1,\n",
       " 'bibcode': 1,\n",
       " 'reader': 1,\n",
       " 'identifierswikipedia': 43,\n",
       " 'envelope': 1,\n",
       " 'wimberg': 1,\n",
       " 'xhcaa': 1,\n",
       " 'farida': 1,\n",
       " 'settlers': 1,\n",
       " 'ramanathan': 1,\n",
       " 'decimal': 1,\n",
       " 'stjørdal': 1,\n",
       " 'gender': 2,\n",
       " 'kamen': 1,\n",
       " 'arčikauskas': 1,\n",
       " 'simod': 1,\n",
       " 'wildlife': 4,\n",
       " 'holidays': 1,\n",
       " 'lighting': 1,\n",
       " 'kummerow': 1,\n",
       " 'siniscalco': 1,\n",
       " 'litera': 1,\n",
       " 'spookey': 1,\n",
       " 'member': 21,\n",
       " 'wilco': 1,\n",
       " 'songs': 23,\n",
       " 'abeno': 1,\n",
       " 'dordogne': 2,\n",
       " 'sciences': 2,\n",
       " 'maanikya': 1,\n",
       " '000000002016': 1,\n",
       " 'backs': 1,\n",
       " 'weapons': 2,\n",
       " 'spiel': 1,\n",
       " 'kirklees': 1,\n",
       " 'bruses': 1,\n",
       " 'sidéradougou': 1,\n",
       " 'studios': 4,\n",
       " 'vincent': 2,\n",
       " 'mandel': 1,\n",
       " 'named': 4,\n",
       " 'mangalore': 1,\n",
       " 'mickey': 1,\n",
       " 'salma': 1,\n",
       " 'lawsuit': 1,\n",
       " 'pietismus': 1,\n",
       " 'kalangis': 1,\n",
       " 'higgins': 1,\n",
       " 'tunisia': 2,\n",
       " 'vetriswaran': 1,\n",
       " 'dolni': 2,\n",
       " 'activities': 1,\n",
       " 'patanga': 1,\n",
       " 'coulommiers': 1,\n",
       " 'châtillon': 2,\n",
       " 'capriccio': 1,\n",
       " 'sędki': 1,\n",
       " 'accessory': 1,\n",
       " 'turret': 1,\n",
       " 'visitors': 2,\n",
       " 'magazine': 17,\n",
       " 'yvelines': 1,\n",
       " 'caney': 1,\n",
       " 'bathurst': 1,\n",
       " 'brenda': 2,\n",
       " 'muğanlı': 1,\n",
       " 'detroit': 5,\n",
       " 'parrots': 1,\n",
       " 'railways': 1,\n",
       " 'rolling': 1,\n",
       " '59611': 1,\n",
       " 'köping': 1,\n",
       " 'ramachandran': 1,\n",
       " 'larvae': 6,\n",
       " 'likely': 1,\n",
       " 'pochyta': 1,\n",
       " 'mascara': 1,\n",
       " 'canot': 1,\n",
       " 'directive': 2,\n",
       " 'eighty': 1,\n",
       " 'bahuguna': 1,\n",
       " 'peptide': 2,\n",
       " 'macmillan': 1,\n",
       " 'furkan': 1,\n",
       " 'cable': 2,\n",
       " 'keonjhar': 1,\n",
       " 'boogie': 1,\n",
       " 'szczawin': 1,\n",
       " 'dašić': 1,\n",
       " 'antennata': 1,\n",
       " 'zschokke': 1,\n",
       " 'backyard': 1,\n",
       " 'sirusho': 1,\n",
       " 'pippo': 1,\n",
       " 'creative': 1,\n",
       " 'tropische': 1,\n",
       " 'chenar': 1,\n",
       " 'original': 19,\n",
       " 'gosling': 1,\n",
       " 'overstreet': 2,\n",
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       " 'censorship': 1,\n",
       " 'reloaded': 1,\n",
       " 'bušić': 1,\n",
       " 'encyclopædia': 1,\n",
       " 'barbus': 1,\n",
       " 'mobile': 6,\n",
       " 'finishes': 1,\n",
       " 'bills': 1,\n",
       " 'baronetcy': 1,\n",
       " 'kansas': 9,\n",
       " 'drooling': 1,\n",
       " 'philippines': 5,\n",
       " 'seine': 2,\n",
       " 'passing': 1,\n",
       " 'pregnant': 1,\n",
       " 'caspase': 1,\n",
       " 'liverpool': 1,\n",
       " 'green': 11,\n",
       " 'greenhouses': 1,\n",
       " 'princess': 1,\n",
       " 'uttar': 2,\n",
       " 'desmiphora': 1,\n",
       " 'coordinates': 56,\n",
       " ...}"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from bs4 import BeautifulSoup\n",
    "from collections import Counter\n",
    "import re\n",
    "\n",
    "def count_words(html):\n",
    "    soup = BeautifulSoup(html, 'html.parser')\n",
    "    words = {}\n",
    "    text = soup.get_text()\n",
    "    text = re.sub(\"\\W+\", \" \", text.lower())\n",
    "    words = text.split(\" \")\n",
    "    words = [w for w in words if len(w) >= 5]\n",
    "    return Counter(words).most_common(10)\n",
    "\n",
    "start = time.time()\n",
    "pool = concurrent.futures.ProcessPoolExecutor(max_workers=3)\n",
    "words = pool.map(count_words, parsed)\n",
    "words = list(words)\n",
    "\n",
    "word_counts = {}\n",
    "for wc in words:\n",
    "    for word, count in wc:\n",
    "        if word not in word_counts:\n",
    "            word_counts[word] = 0\n",
    "        word_counts[word] += 1\n",
    "end = time.time()\n",
    "\n",
    "print(end - start)\n",
    "word_counts"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Only selecting the top `10` words from each article speeds up performance quite a bit."
   ]
  }
 ],
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